The COVID-19 Situation Report is a data intensive report that tries to portray an accurate data oriented picture of the 2019- 2020 COVID-19 pandemic. If you would like to add additional metrics to this report, please send a mail to the author at .

Date of Report

Numbers as on EOD 

## [1] "2021-01-05"

COVID-19 Overall Stats (Worldwide)

Overall Confirmed Cases Count Worldwide 

## [1] "86405927 (up from 85672034 yesterday: 0.86 % increase)"

Overall Deaths Worldwide

Please note that the deaths is at the minimum an underestimate as there could be fatalities resulting from the current active cases.

## [1] "1868768 (up from 1853334 yesterday: 0.83 % increase)"

Overall Confirmed Cases Count Worldwide in the past 21 Days 

## [1] 12911391

Overall Fatality Rate Worldwide in %

Please note that the fatality rate is at the minimum an underestimate as there could be fatalities resulting from the current active cases.

## [1] 2.16



In- Depth Country Wise Stats (With Atleast 100000 COVID-19 Confirmations)

Overall Confirmed Cases and Deaths- Country Wise (With Fatality Rates)

Country_Region TotalConfirmed NewConfirmations CasesPercentIncrease TotalConfirmedinPast21Days TotalDeaths NewDeaths DeathsPercentIncrease FatalityRate
US 21046195 229055 1.10 4310862 357258 3775 1.07 1.70
India 10374932 18088 0.17 442385 150114 264 0.18 1.45
Brazil 7810400 56648 0.73 840366 197732 1171 0.60 2.53
Russia 3250713 23955 0.74 567847 58706 503 0.86 1.81
United Kingdom 2782709 61087 2.24 889273 76428 881 1.17 2.75
France 2737884 20825 0.77 290478 66417 868 1.32 2.43
Turkey 2270101 14494 0.64 371654 21879 194 0.89 0.96
Italy 2181619 15375 0.71 311043 76329 649 0.86 3.50
Spain 1982544 23700 1.21 220332 51430 352 0.69 2.59
Germany 1814565 18349 1.02 423479 36757 1009 2.82 2.03
Colombia 1702966 16835 1.00 258320 44428 241 0.55 2.61
Argentina 1662730 13790 0.84 152527 43785 151 0.35 2.63
Mexico 1466490 11271 0.77 199288 128822 1065 0.83 8.78
Poland 1330543 7596 0.57 183097 29502 341 1.17 2.22
Iran 1255620 6113 0.49 132146 55748 98 0.18 4.44
South Africa 1127759 14410 1.29 254080 30524 513 1.71 2.71
Ukraine 1117256 5625 0.51 183095 19929 217 1.10 1.78
Peru 1019475 0 0.00 33345 37830 0 0.00 3.71
Netherlands 845822 6506 0.78 207021 11922 152 1.29 1.41
Indonesia 779548 7445 0.96 150119 23109 198 0.86 2.96
Czechia 759635 12921 1.73 173384 12257 187 1.55 1.61
Belgium 652735 1848 0.28 41313 19827 77 0.39 3.04
Romania 648288 4729 0.73 82530 16178 121 0.75 2.50
Canada 623384 7250 1.18 144320 16253 155 0.96 2.61
Chile 623101 2460 0.40 47772 16788 21 0.13 2.69
Iraq 599126 757 0.13 21763 12856 12 0.09 2.15
Bangladesh 517920 991 0.19 23711 7670 20 0.26 1.48
Pakistan 492594 2118 0.43 46617 10461 52 0.50 2.12
Philippines 479693 932 0.19 27854 9321 58 0.63 1.94
Sweden 469748 32369 7.40 128719 8985 258 2.96 1.91
Switzerland 465981 4020 0.87 77153 8018 100 1.26 1.72
Israel 456139 7966 1.78 95509 3496 51 1.48 0.77
Morocco 445439 1637 0.37 41820 7581 43 0.57 1.70
Portugal 436579 4956 1.15 83003 7286 90 1.25 1.67
Austria 369721 2311 0.63 42042 6457 100 1.57 1.75
Saudi Arabia 363259 104 0.03 3104 6265 9 0.14 1.72
Serbia 349238 2653 0.77 71990 3405 41 1.22 0.97
Hungary 329721 870 0.26 43958 10080 103 1.03 3.06
Jordan 301303 1472 0.49 36279 3940 21 0.54 1.31
Nepal 262784 522 0.20 12604 1893 8 0.42 0.72
Panama 259770 3540 1.38 62783 4238 41 0.98 1.63
Japan 253571 4946 1.99 68819 3548 76 2.19 1.40
Georgia 232079 2316 1.01 37179 2646 18 0.68 1.14
Azerbaijan 221401 802 0.36 38142 2792 31 1.12 1.26
United Arab Emirates 216699 1967 0.92 29432 685 3 0.44 0.32
Ecuador 216083 1003 0.47 13727 14103 34 0.24 6.53
Croatia 214390 1071 0.50 34672 4179 53 1.28 1.95
Bulgaria 205390 1310 0.64 21103 7902 67 0.86 3.85
Kazakhstan 205064 771 0.38 17174 2775 0 0.00 1.35
Belarus 203104 1273 0.63 39045 1471 10 0.68 0.72
Lebanon 195759 3620 1.88 46882 1529 17 1.12 0.78
Slovakia 191088 2989 1.59 55565 2603 82 3.25 1.36
Dominican Republic 175849 475 0.27 20052 2419 0 0.00 1.38
Costa Rica 173591 1155 0.67 19495 2248 19 0.85 1.29
Denmark 173433 1997 1.16 56797 1420 31 2.23 0.82
Bolivia 165268 1597 0.98 17552 9241 22 0.24 5.59
Armenia 160544 324 0.20 11424 2878 14 0.49 1.79
Kuwait 152027 312 0.21 5317 938 0 0.00 0.62
Lithuania 149497 1500 1.01 53045 1996 46 2.36 1.34
Tunisia 147061 2265 1.56 33820 4934 72 1.48 3.36
Moldova 146921 612 0.42 18265 3070 16 0.52 2.09
Qatar 144852 208 0.14 3580 245 0 0.00 0.17
Egypt 144583 1119 0.78 21974 7918 55 0.70 5.48
West Bank and Gaza 143169 941 0.66 29760 1505 15 1.01 1.05
Greece 141453 927 0.66 15081 5051 40 0.80 3.57
Guatemala 139419 763 0.55 9337 4859 24 0.50 3.49
Oman 129774 190 0.15 3055 1502 0 0.00 1.16
Slovenia 128370 2512 2.00 30089 2868 30 1.06 2.23
Burma 127584 649 0.51 16917 2766 22 0.80 2.17
Ethiopia 126241 322 0.26 8699 1963 13 0.67 1.55
Honduras 123822 424 0.34 8879 3186 5 0.16 2.57
Malaysia 122845 2027 1.68 36227 509 8 1.60 0.41
Venezuela 114662 255 0.22 6182 1042 4 0.39 0.91
Bosnia and Herzegovina 113392 747 0.66 11062 4211 80 1.94 3.71
Ireland 113322 5325 4.93 36546 2282 17 0.75 2.01
Paraguay 110796 959 0.87 15443 2321 16 0.69 2.09
Libya 102456 481 0.47 10439 1536 10 0.66 1.50
Algeria 100873 228 0.23 7808 2782 5 0.18 2.76

In Depth USA Stats (State Wise Figures)

Confirmed Cases and Deaths- States of USA (With Fatality Rates)

State Confirmed NewConfirmations CasesPercentIncrease TotalConfirmedinPast21Days Deaths NewDeaths DeathsPercentIncrease FatalityRate ConfirmedCasesPerMillPopl DeathsPerMillPopl InfectionOdds
California 2495814 37714 1.53 851072 27400 520 1.93 1.10 63165.62 693.46 1 in 16
Texas 1860763 31564 1.73 348232 28797 246 0.86 1.55 64173.36 993.14 1 in 16
Florida 1392123 15431 1.12 248329 22188 98 0.44 1.59 64817.02 1033.07 1 in 15
New York 1048281 13142 1.27 244364 38743 144 0.37 3.70 53886.33 1991.56 1 in 19
Illinois 991719 6839 0.69 128242 18562 150 0.81 1.87 78261.76 1464.82 1 in 13
Ohio 735003 7580 1.04 155646 9247 104 1.14 1.26 62879.35 791.08 1 in 16
Georgia 706154 10091 1.45 152159 11072 101 0.92 1.57 66508.98 1042.81 1 in 15
Pennsylvania 678998 8959 1.34 164249 16536 201 1.23 2.44 53038.48 1291.67 1 in 19
Tennessee 617649 5399 0.88 144774 7267 99 1.38 1.18 90389.77 1063.49 1 in 11
North Carolina 575396 5285 0.93 128795 6996 55 0.79 1.22 54861.88 667.04 1 in 18
Arizona 567474 5932 1.06 143092 9317 253 2.79 1.64 74521.60 1223.52 1 in 13
Michigan 546642 3031 0.56 68471 13608 217 1.62 2.49 54736.14 1362.59 1 in 18
Indiana 533083 3395 0.64 98441 8663 149 1.75 1.63 79183.85 1286.80 1 in 13
Wisconsin 531890 4019 0.76 56550 5366 97 1.84 1.01 91351.83 921.61 1 in 11
New Jersey 499636 6534 1.33 90222 19382 157 0.82 3.88 56251.44 2182.12 1 in 18
Minnesota 425261 1573 0.37 41097 5520 18 0.33 1.30 75405.81 978.79 1 in 13
Missouri 416886 2673 0.65 57864 5950 214 3.73 1.43 67925.20 969.46 1 in 15
Massachusetts 397202 4634 1.18 99042 12734 63 0.50 3.21 57155.45 1832.36 1 in 17
Alabama 379593 5498 1.47 78060 4886 8 0.16 1.29 77417.64 996.50 1 in 13
Virginia 371913 4377 1.19 83604 5191 59 1.15 1.40 43572.39 608.16 1 in 23
Colorado 346893 3458 1.01 53511 4991 47 0.95 1.44 60237.70 866.68 1 in 17
South Carolina 328073 2601 0.80 70753 5498 14 0.26 1.68 63719.41 1067.84 1 in 16
Louisiana 326648 4467 1.39 54372 7635 50 0.66 2.34 70265.11 1642.36 1 in 14
Oklahoma 308268 1497 0.49 66277 2571 19 0.74 0.83 77905.04 649.74 1 in 13
Maryland 289758 1956 0.68 50396 6082 55 0.91 2.10 47928.11 1006.01 1 in 21
Utah 288951 3318 1.16 51164 1312 7 0.54 0.45 90129.38 409.24 1 in 11
Iowa 288298 1942 0.68 30045 3999 7 0.18 1.39 91376.10 1267.48 1 in 11
Kentucky 280835 1693 0.61 53018 2772 23 0.84 0.99 62859.35 620.46 1 in 16
Washington 258767 2332 0.91 44502 3541 59 1.69 1.37 33981.70 465.01 1 in 29
Arkansas 238888 4107 1.75 49690 3836 36 0.95 1.61 79159.00 1271.11 1 in 13
Nevada 235455 2423 1.04 43723 3235 29 0.90 1.37 76442.56 1050.27 1 in 13
Kansas 233136 -1161 -0.50 39848 2985 95 3.29 1.28 80024.33 1024.61 1 in 12
Mississippi 225444 1767 0.79 42144 4975 91 1.86 2.21 75750.24 1671.62 1 in 13
Connecticut 196968 2332 1.20 41506 6192 24 0.39 3.14 55246.04 1736.75 1 in 18
Nebraska 171033 1448 0.85 20172 1692 10 0.59 0.99 88416.20 874.69 1 in 11
New Mexico 148499 1184 0.80 25942 2594 20 0.78 1.75 70820.75 1237.11 1 in 14
Idaho 144843 1538 1.07 20824 1471 12 0.82 1.02 80824.64 820.84 1 in 12
Oregon 119488 1035 0.87 23396 1550 44 2.92 1.30 28329.88 367.50 1 in 35
South Dakota 101076 433 0.43 9377 1513 0 0.00 1.50 114254.19 1710.26 1 in 9
Rhode Island 93852 1144 1.23 18615 1870 15 0.81 1.99 88593.03 1765.22 1 in 11
North Dakota 93494 254 0.27 5101 1329 17 1.30 1.42 122685.56 1743.95 1 in 8
West Virginia 93162 1276 1.39 27454 1442 46 3.30 1.55 52128.90 806.87 1 in 19
Montana 83378 714 0.86 9338 1005 30 3.08 1.21 78012.46 940.33 1 in 13
Puerto Rico 79319 514 0.65 15900 1562 7 0.45 1.97 24836.13 489.09 1 in 40
Delaware 61100 767 1.27 13958 947 10 1.07 1.55 62746.21 972.51 1 in 16
Alaska 48560 197 0.41 6702 218 0 0.00 0.45 66380.06 298.00 1 in 15
New Hampshire 47992 664 1.40 15447 792 11 1.41 1.65 35295.74 582.48 1 in 28
Wyoming 45569 312 0.69 5505 464 26 5.94 1.02 78735.71 801.72 1 in 13
District of Columbia 30166 262 0.88 4827 801 4 0.50 2.66 42743.24 1134.96 1 in 23
Maine 26565 598 2.30 9805 369 8 2.22 1.39 19762.51 274.51 1 in 51
Hawaii 22485 107 0.48 2658 289 0 0.00 1.29 15880.67 204.11 1 in 63
Vermont 8038 165 2.10 2115 149 5 3.47 1.85 12881.64 238.79 1 in 78

US Tested- Confirmed Funnel (All States)

State Level Figures

State Tested Confirmed ConfirmationRate TestedinPast21Days ConfirmedinPast21Days ConfirmationRateForPast21Days TestsPerMillPopl
1 California 34330784 2495814 7.27 6485718 851072 13.12 868864.9
2 Texas 14289877 1860763 13.02 2006665 348232 17.35 492824.4
3 Florida 16196076 1392123 8.60 2173899 248329 11.42 754086.7
4 New York 26135866 1048281 4.01 3819539 244364 6.40 1343500.4
5 Illinois 13617454 991719 7.28 1655444 128242 7.75 1074624.9
6 Ohio 7961105 735003 9.23 958625 155646 16.24 681070.8
7 Georgia 5509880 706154 12.82 715405 152159 21.27 518947.0
8 Pennsylvania 3989049 678998 17.02 407424 164249 40.31 311596.0
9 Tennessee 5766988 617649 10.71 665991 144774 21.74 843969.1
10 North Carolina 7200171 575396 7.99 1102446 128795 11.68 686509.7
11 Arizona 2953732 567474 19.21 408406 143092 35.04 387888.8
12 Michigan 8319486 546642 6.57 839334 68471 8.16 833043.5
13 Indiana 5845344 533083 9.12 845066 98441 11.65 868264.1
14 Wisconsin 5445697 531890 9.77 546653 56550 10.34 935295.6
15 New Jersey 8067673 499636 6.19 1197350 90222 7.54 908297.7
16 Minnesota 5499303 425261 7.73 691985 41097 5.94 975117.3
17 Missouri 3711328 416886 11.23 345359 57864 16.75 604704.1
18 Massachusetts 11206212 397202 3.54 1521279 99042 6.51 1612519.9
19 Alabama 1910881 379593 19.86 178696 78060 43.68 389722.4
20 Virginia 4404641 371913 8.44 649885 83604 12.86 516036.7
21 Colorado 4562056 346893 7.60 720231 53511 7.43 792197.4
22 South Carolina 3298481 328073 9.95 528922 70753 13.38 640641.7
23 Louisiana 4307755 326648 7.58 469506 54372 11.58 926639.2
24 Oklahoma 2738033 308268 11.26 348085 66277 19.04 691951.8
25 Maryland 5894499 289758 4.92 799927 50396 6.30 974993.6
26 Utah 2295396 288951 12.59 252016 51164 20.30 715978.2
27 Iowa 1181244 288298 24.41 54160 30045 55.47 374395.5
28 Kentucky 3234501 280835 8.68 309372 53018 17.14 723978.9
29 Washington 3935760 258767 6.57 555416 44502 8.01 516850.3
30 Arkansas 2104323 238888 11.35 229852 49690 21.62 697297.9
31 Nevada 2150738 235455 10.95 283893 43723 15.40 698256.2
32 Kansas 1024129 233136 22.76 120397 39848 33.10 351534.0
33 Mississippi 1409022 225444 16.00 146062 42144 28.85 473438.0
34 Connecticut 4499515 196968 4.38 660451 41506 6.28 1262034.4
35 Nebraska 1781797 171033 9.60 219053 20172 9.21 921107.1
36 New Mexico 2023459 148499 7.34 268033 25942 9.68 965009.1
37 Idaho 550308 144843 26.32 42929 20824 48.51 307080.4
38 Oregon 2722777 119488 4.39 417846 23396 5.60 645554.0
39 South Dakota 377362 101076 26.78 24080 9377 38.94 426562.1
40 Rhode Island 2059444 93852 4.56 288010 18615 6.46 1944043.6
41 North Dakota 1258364 93494 7.43 83190 5101 6.13 1651262.0
42 West Virginia 1576908 93162 5.91 235501 27454 11.66 882360.5
43 Montana 813082 83378 10.25 80343 9338 11.62 760758.6
45 Delaware 1013723 61100 6.03 159375 13958 8.76 1041035.6
46 Alaska 1302859 48560 3.73 144992 6702 4.62 1780969.0
47 New Hampshire 1061333 47992 4.52 134723 15447 11.47 780557.8
48 Wyoming 515527 45569 8.84 65503 5505 8.40 890745.5
49 District of Columbia 926717 30166 3.26 134733 4827 3.58 1313097.1
50 Maine 1143104 26565 2.32 143813 9805 6.82 850389.7
51 Hawaii 832476 22485 2.70 88229 2658 3.01 587959.9
52 Vermont 719758 8038 1.12 94541 2115 2.24 1153478.7

In Depth Italy Stats (Region Wise Figures)

Confirmed Cases and Deaths- Regions of Italy (With Fatality and Confirmation Rates)

Region Swabs Confirmations NewConfirmations CasesPercentIncrease ConfirmationRate HospitalizedWithSymptoms IntensiveCare ActiveCases Deceased FatalityRate
Lombardia 4930952 487271 1338 0.28 9.88 3344 475 52317 25406 5.21
Veneto 3374382 270097 3151 1.18 8.00 2694 361 94228 6988 2.59
Piemonte 1704739 201615 1109 0.55 11.83 2847 187 19642 8043 3.99
Campania 2079610 193853 688 0.36 9.32 1372 97 76360 2975 1.53
Emilia-Romagna 2628108 181089 1506 0.84 6.89 2696 232 57177 8005 4.42
Lazio 2765552 170973 1719 1.02 6.18 2869 308 77308 3935 2.30
Toscana 1917959 122420 337 0.28 6.38 860 139 9637 3762 3.07
Sicilia 1255175 99514 1576 1.61 7.93 1198 190 37426 2564 2.58
Puglia 1075382 95365 1081 1.15 8.87 1401 152 53580 2550 2.67
Liguria 724539 61913 404 0.66 8.55 708 73 5572 2929 4.73
Friuli Venezia Giulia 954564 52270 688 1.33 5.48 657 59 11794 1772 3.39
Marche 550075 43787 458 1.06 7.96 495 65 12706 1634 3.73
Abruzzo 525626 36287 213 0.59 6.90 471 39 11094 1252 3.45
Sardegna 493754 32270 232 0.72 6.54 488 45 16770 777 2.41
P.A. Bolzano 367689 30131 148 0.49 8.19 203 27 10913 758 2.52
Umbria 513892 29728 234 0.79 5.78 275 43 3933 640 2.15
Calabria 449285 24988 177 0.71 5.56 242 19 8498 498 1.99
P.A. Trento 458550 22700 228 1.01 4.95 371 45 2076 984 4.33
Basilicata 187668 11199 56 0.50 5.97 93 4 6170 268 2.39
Valle d’Aosta 63793 7380 21 0.29 11.57 54 1 408 387 5.24
Molise 118084 6769 14 0.21 5.73 57 8 1552 202 2.98

In Depth Canada Stats (With Province Level Figures)

Confirmed Cases and Deaths- Provinces of Canada (With Fatality Rates)

Province Confirmed NewConfirmations CasesPercentIncrease Deaths NewDeaths DeathsPercentIncrease FatalityRate ConfirmedCasesPerMillPopl DeathsPerMillPopl InfectionOdds
Quebec 215358 2508 1.18 8441 62 0.74 3.92 25224.43 988.68 1 in 40
Ontario 202085 3156 1.59 4749 47 1.00 2.35 13736.23 322.80 1 in 73
Alberta 106378 843 0.80 1168 26 2.28 1.10 24104.80 264.66 1 in 41
British Columbia 54629 428 0.79 954 8 0.85 1.75 10688.69 186.66 1 in 94
Manitoba 25374 130 0.51 695 7 1.02 2.74 18420.10 504.53 1 in 54
Saskatchewan 16520 153 0.93 165 5 3.12 1.00 13980.26 139.63 1 in 72
Nova Scotia 1508 3 0.20 65 0 0.00 4.31 1542.78 66.50 1 in 648
New Brunswick 662 27 4.25 9 0 0.00 1.36 848.73 11.54 1 in 1178
Newfoundland and Labrador 392 1 0.26 4 0 0.00 1.02 751.87 7.67 1 in 1330
Nunavut 266 0 0.00 1 0 0.00 0.38 NA NA 1 in NA
Prince Edward Island 97 1 1.04 0 0 NaN 0.00 613.31 0.00 1 in 1630
Yukon 65 0 0.00 1 0 0.00 1.54 1582.36 24.34 1 in 632
Northwest Territories 24 0 0.00 0 0 NaN 0.00 534.47 0.00 1 in 1871
Repatriated Travellers 13 0 0.00 0 0 NaN 0.00 NA NA 1 in NA

Time Series Curves (Top 20 Countries with the Highest Cases)

The time series curves (both linear and logarithmic) are printed for the top 20 countries with the most confirmed COVID-19 cases as of today in decreasing order of confirmations.

Confirmed Cases Count (Linear)

Country Wise Time Series Curve

Confirmed Cases Count (Logarithmic)

Country Wise Time Series Curve

Time Series Curves (Top 20 Countries with the Highest Deaths)

The time series curves (both linear and logarithmic) are printed for the top 20 countries with the most COVID-19 deaths as of today in decreasing order of confirmations.

Death Count (Linear)

Country Wise Time Series Curve

Death Count (Logarithmic)

Country Wise Time Series Curve

Epidemic Curve: Delta in the past 24 hrs (Top 20 Countries with the Highest Cases)

The COVID-19 epidemic curve, also known as an COVID-19 epi curve or COVID-19 epidemiological curve, is a statistical chart to visualise the onset and progression of the COVID-19 outbreak in various countries. The term flattening of the epidermic curve is referred to as the drastic reduction of new cases which can be seen in the dip in the number of new cases in the past 24 hrs. The below charts show if this has happened for the worst affected 20 countries in the world as of today. The fitted line in the below bars show the last 7 day average of new cases/ new deaths.

Delta in Confirmed Cases

Number of New Cases in the past 24 hrs

Delta in Deaths

Number of Deaths in the past 24 hrs

Measuring Outbreak Velocity: 5 Day Lagging Average Doubling Time (Top 20 Countries with the Highest Cases)

The velocity of an outbreak is determined by a construct known as doubling time. This value describes the number of days, on average, required for the number of cases to double in a given area. For our analysis we use average doubling time, which can be defined as the number of days, on average, required for the average number of COVID-19 cases to double in a given area.

This measure can describe COVID-19 behavior worldwide, in a country, or even in a smaller region such as a state. For our analysis, we will discuss average doubling time at a national level for the top 20 most affected countries.

Below, we have calculated average doubling time for several nations, on a trailing, rolling 5-day basisbased on today’s case values. A decline in average doubling time indicates that the COVID-19 outbreak (confirmation rate) is accelerating (average cases double in fewer days), while an increase of average doubling time indicates that the outbreak is slowing.

Ideally, when social distancing and lockdowns are implemented aggressively in a country and after some period of delay, doubling times should begin to increase in a matter of days, weeks, or months, depending upon the severity of the epidemic and the degree of social distancing achievable.

Given the fact that many countries across the world have already enacted or implemented social distancing measures, this is why one should be cautious not to extrapolate COVID-19 growth rates from trailing statistics.

5 Day Lagging Avg Doubling Time of Confirmations

Confirmed Cases and Deaths Per Million Population and Infection Odds

This metric confirmed cases per million population and deaths per million population shows the extent to which the disease has spread with respect to the population of the country. The metric Infection Odds shows 1 in how many people are infected with COVID-19 in the corresponding country.

For the top 20 countries with most confirmed cases excluding cruise ships

Country_Region ConfirmedCasesPerMillionPopl DeathsPerMillionPopl InfectionOdds
US 64322.11 1091.86 1 in 16
India 7748.27 112.11 1 in 129
Brazil 37316.77 944.73 1 in 27
Russia 22496.28 406.27 1 in 44
United Kingdom 41883.04 1150.33 1 in 24
France 40870.04 991.45 1 in 24
Turkey 28091.83 270.75 1 in 36
Italy 36071.74 1262.05 1 in 28
Spain 42489.16 1102.23 1 in 24
Germany 21917.68 443.98 1 in 46
Colombia 34704.83 905.40 1 in 29
Argentina 37558.84 989.04 1 in 27
Mexico 11350.54 997.07 1 in 88
Poland 35032.73 776.78 1 in 29
Iran 15470.92 686.89 1 in 65
South Africa 19882.92 538.15 1 in 50
Ukraine NA NA 1 in NA
Peru 31690.24 1175.94 1 in 32
Netherlands 49232.95 693.95 1 in 20
Indonesia 2952.83 87.53 1 in 339

US Detailed State and County Level Curves

This section of the report might be of interest to people who want an an accurate data oriented picture of the 2019- 2020 COVID-19 pandemic at the state/ county level in USA.

Epidemic Curve: Delta in Confirmed Cases in US States

The COVID-19 epidemic curve, also known as an COVID-19 epi curve or COVID-19 epidemiological curve, is a statistical chart to visualise the onset and progression of the COVID-19 outbreak in various US states. The term flattening of the epidermic curve is referred to as the drastic reduction of new cases which can be seen in the dip in the number of new cases in the past 24 hrs. The below charts show if this has happened for the worst affected 30 states in USA as of today. The fitted line in the below bars show the last 7 day average of new cases/ new deaths.

Number of New Cases in the past 24 hrs

Epidermic Curve: Delta in Deaths in US States

Number of Deaths in the past 24 hrs

Top 100 US Counties with the Highest Cases and Deaths

All NYC boroughs are mentioned together as New York County

County State Confirmations Deaths FatalityRate
Los Angeles California 840611 11071 1.32
Cook Illinois 403987 8523 2.11
Maricopa Arizona 349852 5346 1.53
Miami-Dade Florida 311606 4257 1.37
Harris Texas 249488 3453 1.38
San Bernardino California 213357 1450 0.68
Dallas Texas 204374 2087 1.02
Riverside California 200056 2098 1.05
Clark Nevada 178837 2449 1.37
San Diego California 172847 1654 0.96
Orange California 172458 1926 1.12
Tarrant Texas 161878 1550 0.96
Broward Florida 143186 1883 1.32
Queens New York 133083 7600 5.71
Kings New York 130653 7788 5.96
Bexar Texas 124800 1758 1.41
Salt Lake Utah 111389 563 0.51
Suffolk New York 104019 2376 2.28
El Paso Texas 100421 1714 1.71
Philadelphia Pennsylvania 96419 2524 2.62
Nassau New York 94379 2431 2.58
Milwaukee Wisconsin 93509 1008 1.08
Bronx New York 90121 5156 5.72
Hennepin Minnesota 88377 1408 1.59
Franklin Ohio 87784 700 0.80
Wayne Michigan 87259 3702 4.24
Palm Beach Florida 86839 1923 2.21
Orange Florida 81162 763 0.94
Hillsborough Florida 81105 1093 1.35
Middlesex Massachusetts 79505 2784 3.50
Santa Clara California 76235 771 1.01
Pima Arizona 75584 1137 1.50
Cuyahoga Ohio 73664 914 1.24
Marion Indiana 73650 1189 1.61
Westchester New York 73381 1692 2.31
Kern California 72270 518 0.72
St. Louis Missouri 71901 1406 1.96
Utah Utah 70334 220 0.31
Sacramento California 70164 898 1.28
Fresno California 69871 711 1.02
Shelby Tennessee 69666 947 1.36
Mecklenburg North Carolina 66419 579 0.87
King Washington 65834 1068 1.62
Duval Florida 65556 755 1.15
New York New York 64189 3362 5.24
DuPage Illinois 63831 1074 1.68
Davidson Tennessee 63708 600 0.94
Oakland Michigan 63188 1677 2.65
Essex Massachusetts 61162 1739 2.84
Gwinnett Georgia 61138 605 0.99
Oklahoma Oklahoma 60765 452 0.74
Fulton Georgia 59999 795 1.33
Fairfield Connecticut 58959 1755 2.98
Providence Rhode Island 58946 1348 2.29
Suffolk Massachusetts 56911 1395 2.45
Allegheny Pennsylvania 56827 1070 1.88
Prince George’s Maryland 56813 1101 1.94
Alameda California 55899 681 1.22
Jefferson Alabama 55344 725 1.31
Douglas Nebraska 54835 525 0.96
Hamilton Ohio 54379 421 0.77
Will Illinois 53778 795 1.48
Jefferson Kentucky 53364 546 1.02
Travis Texas 53272 561 1.05
Collin Texas 52695 382 0.72
Hidalgo Texas 52657 2218 4.21
Tulsa Oklahoma 50910 416 0.82
Macomb Michigan 50755 1656 3.26
New Haven Connecticut 50290 1584 3.15
Denver Colorado 49648 677 1.36
Hartford Connecticut 49560 1900 3.83
Lake Illinois 49517 837 1.69
Bergen New Jersey 48953 2345 4.79
Essex New Jersey 48879 2410 4.93
San Joaquin California 48644 667 1.37
Montgomery Maryland 48351 1147 2.37
Pinellas Florida 47739 1086 2.27
Cobb Georgia 47325 588 1.24
Middlesex New Jersey 47095 1709 3.63
Wake North Carolina 46759 351 0.75
Fairfax Virginia 46353 689 1.49
Hudson New Jersey 45852 1721 3.75
Worcester Massachusetts 45139 1575 3.49
Ventura California 45014 289 0.64
Kent Michigan 44675 571 1.28
Erie New York 43816 1249 2.85
Contra Costa California 43019 347 0.81
Lubbock Texas 42951 583 1.36
Lee Florida 42845 682 1.59
Kane Illinois 42669 628 1.47
El Paso Colorado 42508 590 1.39
Polk Iowa 42504 419 0.99
Bernalillo New Mexico 42490 598 1.41
Sedgwick Kansas 41361 407 0.98
Adams Colorado 41312 525 1.27
Lake Indiana 41152 627 1.52
Passaic New Jersey 41023 1474 3.59
Greenville South Carolina 40778 524 1.29
Denton Texas 40763 358 0.88
Johnson Kansas 40380 517 1.28

Overall US Choropleth Map

Choropleths are an ideal way to visualize the past/ current COVID-19 hotspots within a country. The below were the overall (not current) hotspots in the US.

County level COVID-19 Confirmations Map

Canada Detailed Province Level Curves

This section of the report might be of interest to people who want an an accurate data oriented picture of the 2019- 2020 COVID-19 pandemic at the province level in Canada.

The COVID-19 epidemic curve, also known as an COVID-19 epi curve or COVID-19 epidemiological curve, is a statistical chart to visualise the onset and progression of the COVID-19 outbreak in the most affected Canadian provinces- Quebec, Ontario, Alberta and British Columbia. The term flattening of the epidermic curve is referred to as the drastic reduction of new cases which can be seen in the dip in the number of new cases in the past 24 hrs. The fitted line in the below bars show the last 7 day average of new cases/ new deaths.

Epidemic Curve: Delta in Confirmed Cases in Canadian Provinces

Number of New Cases in the past 24 hrs

Epidermic Curve: Delta in Deaths in Canadian Provinces

Number of Deaths in the past 24 hrs

Data Sources

Github Repo: CSSEGISandData, The NY Times, amodm/api-covid19-in and pcm-dpc